Working on something similar for myself. Some things that may lead you in a good direction:

- LMStudio

- OpenWebUI

- CrewAI

The context limitations can be adjusted and navigated around.

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What have you been able to get working so far?

I’m serving several local (LMStudio) and remote (@⁣⁤Maple AI⁤⁣) models to OpenWebUI, where MCP servers can be added easily and pipelines can be used to further enhance. Serve it to yourself locally, via ZeroTier/tailscale/etc, or use sish/boringproxy/etc to expose it to the web. There are a few native apps that connect to OpenWebUI.

Still working my way over to CrewAI but it looks interesting.